Learn about using AWS ML and the Flower framework to enhance data privacy and predictive accuracy without sharing data. Highlights include federated learning basics, industry use cases, AWS architecture insights, and hands-on practice with Flower on Amazon SageMaker. This workshop was carried out in two different sessions; one in chinese which took place in the office of AWS in Taiwan and the second session was in english language carried out online.